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Classics in the History of Psychology
An internet resource developed by Christopher D. Green
York University, Toronto, Ontario ISSN 1492-3713
(Return to index)
On Small Differences in Sensation
By Charles Sanders Peirce & Joseph Jastrow (1885)
First published in Memoirs of the National Academy of Sciences, 3, 73-83.
Presented 17 October 1884
Posted Jan 2005
Editor's note: Thanks to Joseph M. Ransdell of Texas Tech University for
providing me with an electronic version of this text. -cdg-
The physiological psychologists assume that two nerve excitations alike in
quality will only produce distinguishable sensations provided they differ in
intensity by an amount greater than a fixed ratio. The least perceptible difference
of the excitations divided by half their sum is what they call
the Unterschiedsschwelle. Fechner[1] gives an experiment to prove the fact
assumed, namely: He finds that two very dim lights placed nearly in line with the
edge of an opaque body show but one shadow of the edge. It will be found,
however, that this phenomenon is not a clearly marked one, unless the lights arenearly in range. If the experiment is performed with lateral shifting of one of the
lights, and with a knowledge of the effects of a telescope upon the appearance of
terrestrial objects at night, it will be found very far from conclusive.
The conception of the psychologists is certainly a difficult one to seize.
According to their own doctrine, in which the observed facts seem fully to bear
them out, the intensity of the sensation increases continuously with the
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excitation, so that the least increase of the latter must produce a corresponding
increase of the former. And, indeed, the hypothesis that a continuous increase of
the excitation would be accompanied by successive discrete increments of the
sensation, gratuitous as it would be, would not be sufficient to account for a
constant Unterschiedsschwelle. We are therefore forced to conclude that if there
be such a phenomenon, it has its origin, not in the faculty of sensation, but in thatof comparing sensations. In short, if the phenomenon were established, we
should be forced to say that there was a least perceptible difference of sensation -
- a difference which, though existing in sensation, could not be brought into
consciousness by any effort of attention. But the errors of our judgments in
comparing our sensations seem sufficiently accounted for by the slow and
doubtless complicated process by which the impression is conveyed from the
periphery to the brain; for this must be liable to more or less accidental
derangement at every step of its progress. Accordingly we find that the
frequencies of errors of different magnitudes follow the probability curve, which
is the law of an effect brought about by the sum of an infinite number of
infinitesimal causes. This theory, however, does not admit of
an Unterschiedsschwelle. On the contrary, it leads to the method of least squares,
according to which the multiplication of observations will indefinitely reduce the
error of their mean, so that if of two excitations one were ever so little the more
intense, in the long run it would be judged to be the more intense the majority of
times. It is true that the astronomers themselves have not usually supposed that
this would be the case, because (apart from constant errors, which have no
relevancy to the present question) they have supposed this extreme result to be
contrary to common sense. But it has seemed to us that the most satisfactorycourse would be to subject the question to the test of direct experiment. If there
be a least perceptible difference, then when two excitations differing by less than
this are presented to us, and we are asked to judge which is the greater, we ought
to answer wrong as often as right in the long run. Whereas, if the theory of least
squares is correct, we not [p. 76] only ought to answer right oftener than wrong,
but we ought to do so in a predictable ratio of cases.[2]
We have experimented with the pressure sense, observing the proportion of
errors among judgments as to which is the greater of two pressures, when it is
known that the two are two stated pressures, and the question presented for thedecision of the observer is, which is which? From the probability, thus
ascertained, of committing an error of a given magnitude, the probable error of a
judgment can be calculated according to the mathematical theory of errors. If,
now, we find that when the ratio of the two pressures is smaller than a certain
ratio, the erroneous judgments number one-half of the whole, while the
mathematical theory requires them to be sensibly fewer, then this theory is
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plainly disproved, and the maximum ratio at which this phenomenon is observed
the so-called Unterschiedsschwelle. If, on the other hand, the values obtained for
the probable error are the same for errors varying from three times to one-fourth
of the probable error (the smallest for which it is easy to collect sufficient
observations), then the theory of the method of least squares is shown to hold
good within those limits, the presumption will be that it extends still further, andit is possible that it holds for the smallest differences of excitation. But, further, if
this law is shown to hold good for difference so slight that the observer is not
conscious of being able to discriminate between the sensations at all, all reason
for believing in an Unterschiedsschwelleis destroyed. The mathematical theory
has the advantage of yielding conceptions of greater definiteness than that of the
physiologists, and will thus tend to improve methods of observation. Moreover, it
affords a ready method for determining the sensibility or fineness of perception
and allows of a comparison of one observer's results with the results of others;
for, knowing the number of errors in a certain number of experiments, and
accepting the conclusions of this paper, the calculated ratio to the total excitation
of that variation of excitation, in judging which we should err one time out of
four, measures the sensibility. Incidentally our experiments will afford additional
information upon the value of the normal average sensibility for the pressure
sense, which they seem to make a finer sense than it has hitherto been believed to
be. But in this regard two things have to be noted: (1) Our value relates to the
probable error or the value for the point at which an error is committed half the
time; (2) in our experiments there were two opportunities for judging, for the
initial weight was either first increased and then diminished, or vice versa, the
subject having to say which of these two double changes was made. It wouldseem at first blush that the value thus obtained ought to be multiplied by
√2(1.414) to get the error of a single judgment. Yet this would hardly be correct,because the judgment, in point of fact, depended almost exclusively on the
sensation of increase of pressure, the decrease being felt very much less. The
ratio √2(1.414) would therefore be too great, and 1.2 would perhaps be aboutcorrect. The advantage of having two changes in one experiment consists in this:
If only one change were employed, then some of the experiments would have an
increase of excitation only and the others a decrease only; and since the former
would yield a far greater amount of sensation than the latter, the nature of the
results would be greatly complicated; but when each experiment embraces a [p.77]double change this difference in the amount of sensation caused by an
increase and decrease of pressure affects every experiment alike, and the liability
to error is constant.[3]
Throughout our observations we noted the degree of confidence with which the
observer gave his judgment upon a scale of four degrees, as follows:
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0. denoted absence of any preference for one answer over its opposite, so
that it seemed nonsensical to answer at all.
1. denoted a distinct leaning to one alternative.
2. denoted some little confidence of being right.
3. denoted as strong a confidence as one would have about such sensations.
We do not mean to say that when zero was the recorded confidence, there was
absolutely no sensation of preference for the answer given. We only mean that
there was no sensation that the observer noticed when attending to his feelings of
this sort as closely as he conveniently could, namely, closely enough to mark
them on this scale. The scale of confidence fluctuated considerably. Thus, when
Mr. Jastrow passed from experiments upon differences of weight of 60, 30, and
15 on the thousand to differences of 20, 10, and 5 on the thousand, although the
accuracy of his judgments was decidedly improved, his confidence fell off very
greatly, owing to his no longer having the sensation produced by a difference of
60 present to his memory. The estimations of confidence were also rough, andmight be improved in future work. The average marks seem to conform to the
formula--
m = c log ( p /1- p) where m denotes the degree of confidence on the scale, p denotes the probability
of the answer being right, and c is a constant which may be called the index of
confidence.
To show that this formula approximates to the truth, we compare it with theaverage marks assigned to estimates of differences for which more than a
hundred experiments were made. Mr. Jastrow's experiments are separated into
groups, which will be explained below.
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[p. 78]
The judgments enunciated with any given degree of confidence were more likelyto be right with greater differences than with smaller differences. To show this,
we give the frequency of the different marks in Mr. Jastrow's second, third, and
fourth groups.[4]
[ Editor's note: The table immediately below is misplaced within footnote 4 in the
original publication. -cdg-]
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The apparatus used was an adaptation of a "Fairbanks" post-office scale; upon
the end of the beam of which was fixed a square enlargement (about one-half
inch square), with a flat top, which served to convey the pressure to the finger in
a manner to be presently described. This was tightly covered with an India-
rubber cap, to prevent sensations of cold, etc., from contact with the metal. A
kilogram placed in the pan of the balance brought a pressure of one-fourth of itsweight upon the finger. The differential pressure was produced by lowering upon
the pan of the balance a smaller pan into which the proper weights could be
firmly fixed; this little pan had its bottom of cork, and was placed upon a piece of
flannel which constantly remained in the pan of the balance. It was lifted off and
on by means of a fine India-rubber thread, which was so much stretched by the
weight as certainly to avoid any noise or jar from the momentum of the
descending pan. A sufficient weight could also be hung on the beam of the
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balance, so as to take off the entire pressure from the finger at the end of each
experiment. This weight could be applied or removed by means of a cam acting
upon a lever; and its bearings upon the beam were guarded by India-rubber. It
was found that the use of this arrangement, which removed all annoying
irregularities of sensation connected with the removal and replacement of the
greater (initial) pressure, rendered the results more uniform and diminished theprobable error. It also shortened the time necessary for performing the
experiments, so that a series of 25 experiments was concluded before the effects
of fatigue were noticeable. It may be mentioned that certain causes tended to the
constant decrease of the probable error as the experiments went on, these mainly
being an increased skill on the part of the operator and an education of the
sensibility of the subject. The finger was supported in such a way as to be lightly
but firmly held in position, all the muscles of the arm being relaxed; and the
India-rubber top of the brass enlargement at the end of the beam of the balance
was never actually separated from the finger. The projecting arm of a filter-stand
(the height of which could be adjusted) with some attachments not necessary to
detail, gently prevented the finger from moving upwards under the pressure
exerted by the weight in the pan. In the case of Mr. Peirce as subject (it may be
noted that Mr. Peirce is left-handed, while Mr. Jastrow is strongly right-handed)
the tip of forefinger, and in the case of Mr. Jastrow of the middle finger, of the
left hand were used. In addition, a screen served to prevent the subject from
having any indications whatever of the movements of the operator. It is hardly
necessary to say that we were fully on guard against unconsciously received
indications.
The observations were conducted in the following manner: At each sitting three
differential weights were employed. At first we always began and ended with the
heaviest, but at a later period the plan was to begin on alternate days with the
lightest and heaviest. When we began with the heaviest 25 observations [ 5] were
made with that; then 25 with the middle one, and then 25 with the lightest; this
constituted one-half of the sitting. It was completed by three more sets of 25, the
order of the weights being reversed. When we began with the lightest the
heaviest was used for the third and fourth sets. In this way 150 experiments on
each of us were taken at one sitting of two hours.
A pack of 25 cards were taken, 12 red and 13 black, or vice versa, so that in the
50 experiments made at one sitting with a given differential weight, 25 red and
25 black cards should be used. These cards were cut exactly square and their
corners were distinguished by holes punched in them so as to indicate the scale of
numbers (0, 1, 2, 3) used to designate the degree of confidence of the judgment.
The backs of these cards were distinguished from their faces. They were, in fact,
made of ordinary playing-cards. At the beginning of a set of 25, the pack was
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well shuffled, and, the operator and subject having taken their places, the
operator was governed by the color [p. 80] of the successive cards in choosing
whether he should first diminish the weight and then increase it, or vice versa. If
the weight was to be first increased and then diminished the operator brought the
pressure exerted by the kilogram alone upon the finger of the subject by means of
the lever and cam mentioned above, and when the subject said "change" hegently lowered the differential weight, resting in the small pan, upon the pan of
the balance. The subject, having appreciated the sensation, again said "change,"
whereupon the operator removed the differential weight. If, on the other hand,
the color of the card directed the weight to be first diminished and then increased,
the operator had the differential weight already on the pan of the balance before
the pressure was brought to bear on the finger, and made the reverse changes at
the command of the subject. The subject then stated his judgment and also his
degree of confidence, whereupon the total pressure was at once removed by the
cam, and the card that had been used to direct the change was placed face down
or face up according as the answer was right or wrong, and with corner indicating
the degree of confidence in a determinate position. By means of these trifling
devices the important object of rapidity was secured, and any possible
psychological guessing of what change the operator was likely to select was
avoided. A slight disadvantage in this mode of proceeding arises from the long
runs of one particular kind of change, which would occasionally be produced by
chance and would tend to confuse the mind of the subject. But it seems clear that
this disadvantage was less than that which would have been occasioned by his
knowing that there would be no such long runs if any means had been taken to
prevent them. At the end of each set the results were of course entered into abook.[6]
The following tables show the results of the observations for each day:
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The numbers in the columns show the number of errors in fifty experiments.
With the average number of errors in a set of fifty we compare the theoretical
value of this average as calculated by the method of least squares. The number
.051 thus obtained in this case best satisfies the mean number of errors. The
numbers affixed with a sign denote, in the upper row the observed ( a posteriori)probable error of the mean value as given, in the lower row the calculated (a
priori) probable error. The last two lines give the average confidence observed
and calculated with each variation of the ratios of pressure. It will be seen that the
correspondence between the real and theoretical numbers is close, and closest
when the number of sets is large. The probable errors also closely correspond, the
observed being, as is natural, slightly larger than the calculated probable
errors.[p. 81]
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The following is a similar table for Mr. Jastrow as subject:It would obviously be
unfair to compare these numbers with any set of theoretical numbers, since the
probable error is on the decrease throughout, owing to effects of practice, etc. For
various reasons we can conveniently group these experiments into four groups.
The first will include the experiments from December 10 to January 22,
inclusive; the second from January 24 to February 24, inclusive; the third from
March 4 to March 25, inclusive; the fourth from March 30 to the end of the
work. The mean results for the different groups are exhibited in the following
tables:[p. 82]
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The tables show that the numbers of errors follow, as far as we can conveniently
trace them, the numbers assigned by the probability curve,[7] and therefore
destroy all presumption in favor of anUnterschiedsschwelle. The introduction and
retention of this false notion can only confuse thought, while the conception of
the mathematician must exercise a favorable influence on psychological
experimentation.[8]
The quantity which we have called the degree of confidence was probably the
secondary sensation of a difference between the primary sensations compared.
The evidence of our experiments [p. 83] seems clearly to be that this sensation
has no Schwelle, and vanishes only when the difference to which it refers
vanishes. At the same time we found the subject often overlooked this element of
his field of sensation, although his attention was directed with a certain strength
toward it, so that he marked his confidence as zero. This happened in cases where
the judgments were so much affected by the difference of pressures as to be
correct three times out of five. The general fact has highly important practical
bearings, since it gives new reason for believing that we gather what is passing in
one another's minds in large measure from sensations so faint that we are not
fairly aware of having them, and can give no account of how we reach our
conclusions about such matters. The insight of females as well as certain
"telepathic" phenomena may be explained in this way. Such faint sensations
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ought to be fully studied by the psychologist and assiduously cultivated by every
man.
Notes [1] Elemente der Psychophysik, I, p. 242.
[2] The rule for finding this ratio is as follows: Divide the logarithm of the ratio
of excitations by the probable error and multiply the quotient by 0.477. Call this
product t. Enter it in the table of the integral θt, given in most works on
probabilities; θt is the proportion of cases in which the error will be less than the
difference between the given excitations. In all these cases, of course, we shall
answer correctly, and also by chance in one-half of the remaining cases. The
proportion of erroneous answers is therefore (1-θt)/2. In the following table the
first column gives the quotient of the logarithm of the ratio of excitation, divided
by the probable error, and the second column shows the proportion of erroneous
judgments:To guess the correct card out of a pack of fifty-two once in eleven
times it would be necessary to have a sensation amounting to 0.37 of the
probable error. This would be a sensation of which we should probably never
become aware, as will appear below.
[3] The number of errors, when an increase of weight was followed by a
decrease, was slightly less than when the first change was a decrease of pressure.
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[4] The result of our observations on the confidence connected with the judgments is as follows:
In 1,125 experiments (subject, Mr. Peirce) -- variations 15, 30, and 60 grams --
there occurred confidence of 3, 35 times (3 per cent.); of 2, 102 times (9 per
cent.); of 1, 282 times (25 per cent.); of 0, 706 times (63 per cent.). In these
experiments there were 332 (29 per cent.) errors committed, of which 1 (0.3 per
cent.) was made in connection with a confidence 3; 10 (3 per cent.) with a
confidence 2; 51 (15 per cent.) with a confidence 1; 270 (81 per cent.) with a
confidence 0. From which we find that in connection with a confidence of 3 there
occurred 1 error in 35 cases (3 per cent.); with a confidence of 2, 10 errors in 102
cases (10 per cent.); with a confidence of 1, 51 errors in 282 cases (18 per cent.);
with a confidence of 0, 270 errors in 706 cases (38 per cent.).
In 1,975 experiments (subject, Mr. Jastrow) -- variations 15, 30, and 60 grams --
there occurred confidence of 3, 62 times (3 per cent.); of 2, 196 times (10 per
cent.); of 1, 594 times (30 per cent.); of 0, 1,123 times (57 per cent.). In these
experiments there were 451 (23 per cent.) errors committed, of which 2 (0.4 per
cent.) were made in connection with a confidence of 3; 12 (3 per cent.) with a
confidence of 2; 97 (22 per cent.) with a confidence of 1; 340 (75 per cent.) with
a confidence of 0. Again, in connection with a confidence of 3, errors occurred
twice in 62 cases (3 per cent.); with a confidence of 2, 12 times in 196 cases (6
per cent.); with a confidence of 1, 97 times in 504 cases (16 per cent.); with a
confidence of 0, 340 times in 1,123 cases (30 per cent.).
In 1,675 experiments (subject, Mr. Jastrow) -- variations 5, 10, and 20 grams --
there occurred confidences of 3, none; of 2, none; of 1, 115 times (7 per cent.); of
0, 1,560 times (93 per cent.). In these experiments there were 538 (32 per cent.)
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errors committed, of which 16 (3 per cent.) occurred in connection with a
confidence of 1; 522 (97 per cent.) with a confidence of 0. Again, in connection
with a confidence of 1, errors occurred 16 times in 115 cases (14 per cent.); with
a confidence of 0, 522 times in 1,560 cases (34 per cent.).
[5] At first a short pause was made in the set of 25, at the option of the subject;later this was dispensed with.
[6] In the experiments of December, 1883, and January, 1884, the method as
above described was not fully perfected, the most important fault being that the
total weight instead of being removed and replaced by a mechanical device, was
taken off by the operator pressing with his finger upon the beam of the balance.
[7] In the tables of the third and fourth groups, there is a markeddivergence
between the a priori and a posteriori probable error, for theaverage number of
errors in 50, making the observed probable error toosmall. This can only bepartly accounted for by the fact that thesubject formed the unconscious habit of
retaining the number of eachkind of experiment in a set and answering according
to that knowledge.In point of fact the plus errors and minus errors separately do
notexhibit the singular uniformity of their sums, for which we are quiteunable to
account. Thus in the fourth group we have:[8] The conclusions of this paper are
strengthened by the results of a series of experiments on the color sense, made
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with the use of a photometer by Mr. Jastrow. The object was to determine the
number of errors of a given magnitude, and compare the numbers thus
ascertained with the theoretical numbers given by the probability curve. A
thousand experiments were made. Dividing the magnitude of the errors from 0 to
the largest error, made into 5 parts, the number of errors, as observed and
calculated, that occur in each part are as follows: These numbers would be incloser accordance if the probable error were the same throughout, as it is not
owing to the effects of practice, etc. Moreover, the experiments were made on
different colors -- 300 on white and 100 each on yellow, blue, dove, pink, green,
orange, and brown. These experiments were not continuous.